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A Systematic Review of the Continuous Professional Development for Technology Enhanced Learning Literature 技术强化学习文献持续专业发展的系统回顾
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2020-12-31 DOI: 10.18034/EI.V8I2.506
R. Williams
There is a large body of international research on raising the quality of education, with particular emphasis on CPD to support professional and pedagogical growth. From an educator’s perspective, there is widespread agreement that effective CPD is an important component of educational success. Therefore, it is unsurprising that research interest in this area has grown, particularly in light of the digital agenda. In a TEL context, educators report one of the main barriers to effective use is the lack of training in this area. This review of literature will examine some of the key ideas that form successful TEL CPD delivery, more specifically with relation to transformative models of CPD. Likewise, the section attempts to understand the context in which educators are operating and make sense of the challenges that relate to continuing professional development (CPD). In order to fully explore this phenomenon, personal development (PD) frameworks are explored, with a specific focus on Aileen Kennedy’s (2005) 9 typologies.
国际上有大量关于提高教育质量的研究,特别强调持续专业进修,以支持专业和教学的发展。从教育工作者的角度来看,人们普遍认为有效的CPD是教育成功的重要组成部分。因此,对这一领域的研究兴趣有所增长,尤其是在数字化议程的背景下,也就不足为奇了。在电话教学方面,教育工作者报告说,有效利用电话教学的主要障碍之一是缺乏这方面的培训。这篇文献综述将探讨一些形成成功的TEL CPD交付的关键思想,更具体地说,是与CPD的变革模型有关。同样,该部分试图理解教育工作者的工作环境,并理解与持续专业发展(CPD)相关的挑战。为了充分探索这一现象,本文对个人发展(PD)框架进行了探讨,并特别关注艾琳·肯尼迪(2005)的9种类型。
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引用次数: 7
The Difficulty of Learning Long-Term Dependencies with Gradient Flow in Recurrent Nets 递归网络中梯度流学习长期依赖关系的困难
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2020-12-22 DOI: 10.18034/ei.v8i2.570
N. Bynagari
In theory, recurrent networks (RN) can leverage their feedback connections to store activations as representations of recent input events. The most extensively used methods for learning what to put in short-term memory, on the other hand, take far too long to be practicable or do not work at all, especially when the time lags between inputs and instructor signals are long. They do not provide significant practical advantages over, the backdrop in feedforward networks with limited time windows, despite being theoretically fascinating. The goal of this article is to have a succinct overview of this rapidly evolving topic, with a focus on recent advancements. Also, we examine the asymptotic behavior of error gradients as a function of time lags to provide a hypothetical treatment of this topic. The methodology adopted in the study was to review some scholarly research papers on the subject matter to address the difficulty of learning long-term dependencies with gradient flow in recurrent nets. RNNs are the most general and powerful sequence learning algorithm currently available. Unlike Hidden Markov Models (HMMs), which have proven to be the most successful technique in a variety of sequence processing applications, they are not limited to discrete internal states and can represent continuous, dispersed sequences. As a result, they can address problems that no other method can.    Conventional RNNs, on the other hand, are difficult to train due to the problem of vanishing gradients.
理论上,循环网络(RN)可以利用它们的反馈连接来存储作为最近输入事件表示的激活。另一方面,最广泛使用的学习短期记忆的方法需要太长时间才能实现,或者根本不起作用,特别是当输入和指导信号之间的时间滞后很长时。在有限时间窗口的前馈网络中,它们并没有提供显著的实际优势,尽管理论上很吸引人。本文的目标是简要概述这个快速发展的主题,重点是最近的进展。此外,我们研究了误差梯度作为时间滞后函数的渐近行为,以提供对该主题的假设处理。本研究采用的方法是回顾一些关于该主题的学术研究论文,以解决学习循环网络中梯度流的长期依赖关系的困难。rnn是目前可用的最通用和最强大的序列学习算法。与隐马尔可夫模型(hmm)不同,隐马尔可夫模型已被证明是各种序列处理应用中最成功的技术,它们不局限于离散的内部状态,可以表示连续的、分散的序列。因此,它们可以解决其他方法无法解决的问题。另一方面,由于梯度消失的问题,传统的rnn很难训练。
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引用次数: 21
Reducing Significances of Mesh Sensors Technologies through Dimensionality Reduction Algorithm 通过降维算法降低网格传感器技术的重要性
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2020-12-21 DOI: 10.18034/EI.V8I2.556
Ruhul Amin
In today's world, the breadth of real-time applications and networks is not limited to business and social activities. They are expanding as a field to provide improved and competitive settings for a variety of activities such as home, health, and commercial procedures. Data analytic method is used to maintain network accessibility as well as the robustness of expert services. It is necessary to clean up the data in order to reduce the computational complexity of extracting and pre-processing models. Because present approaches are sophisticated, they necessitate large computations. To this effect, the objective is to deploy a machine learning algorithm – “cuckoo search algorithm” for dimensionality reduction problems in data extraction for IoTs application. The cuckoo search-based feature extraction algorithm is a mutant algorithm that organizes itself depending on the unpredictable amount of input and generates a new and improved feature space. After the cuckoo search-based feature extraction is implemented, a few test benchmarks are provided to assess the performance of mutant cuckoo search algorithms. As a result of the low-dimensional data, classification accuracy is improved while complexity and expense are lowered.
在当今世界,实时应用和网络的广度不仅限于商业和社会活动。它们正在扩大作为一个领域,为各种活动,如家庭、保健和商业程序,提供更好的和有竞争力的环境。采用数据分析的方法来保证网络的可访问性和专家服务的鲁棒性。为了降低模型提取和预处理的计算复杂度,有必要对数据进行清理。由于目前的方法是复杂的,它们需要大量的计算。为此,目标是部署一种机器学习算法-“布谷鸟搜索算法”,用于物联网应用中数据提取中的降维问题。基于布谷鸟搜索的特征提取算法是一种突变算法,它根据不可预测的输入量进行自我组织,生成新的改进的特征空间。在实现基于杜鹃搜索的特征提取后,提供了一些测试基准来评估突变杜鹃搜索算法的性能。由于采用了低维数据,在提高分类精度的同时降低了分类复杂度和分类费用。
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引用次数: 0
Internet of Things (IoT) in Agriculture: The Idea of Making the Fields Talk 农业物联网(IoT):让田地说话的想法
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2020-12-20 DOI: 10.18034/ei.v8i2.522
Siddhartha Vadlamudi
The demand for agricultural crops is moving at a slower pace compared to the human population. There must be increased agricultural productivity. Ongoing innovative advances have added to the ascent of exactness agribusiness, empowering farmers to settle on better choices with more data about their soil, water, yield, and local environment, yet has been generally restricted to popularized and production of cash crops. The objective of smart agribusiness research is to ground a dynamic emotionally supportive network for the management of farms. IoT is being used in agriculture to get to know the crop field by utilizing sensors for monitoring, controlling in the field. It is used to get to know the crop field by utilizing sensors for monitoring, controlling in the field, etc. Recent developments in IoT, comparison between traditional and smart agriculture, and the roles of IoT in agriculture were analyzed in this study. The articles were purposively inspected while the qualitative data gathered was dissected utilizing content analysis. Summarily, the rise of smart agriculture has lowered the practice of traditional farming, as it has enhanced it in no small way. The research likewise showed that the lacuna in agriculture can be filled with IoT. Scalability in technology should be encouraged without affecting the functionalities of the existing infrastructures.
与人口增长速度相比,对农作物的需求增长速度较慢。必须提高农业生产力。持续不断的创新进步促进了精准农业企业的崛起,使农民能够利用更多关于土壤、水、产量和当地环境的数据做出更好的选择,但通常仅限于经济作物的推广和生产。智能农业综合企业研究的目标是为农场管理建立一个动态的情感支持网络。物联网正被用于农业,通过利用传感器在田间进行监测和控制来了解农田。利用传感器对农田进行监测、控制等,了解农田情况。本研究分析了物联网的最新发展、传统农业与智慧农业的比较以及物联网在农业中的作用。对文章进行有目的的检验,对收集到的定性数据进行内容分析。总之,智能农业的兴起降低了传统农业的实践,因为它在很大程度上提高了传统农业的实践。研究同样表明,物联网可以填补农业的空白。应该在不影响现有基础设施功能的情况下鼓励技术的可伸缩性。
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引用次数: 7
Intelligent Indexing and Sorting Management System – Automated Search Indexing and Sorting of Various Topics 智能索引和排序管理系统-各种主题的自动搜索索引和排序
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2020-12-20 DOI: 10.18034/EI.V8I2.554
Apoorva Ganapathy, Takudzwa Fadziso
An issue that the majority of the databases face is the static and manual character of indexing activities. This traditional method of indexing and sorting different topics is confirmed to shake the dataset performance somewhat, making downtime and a potential effect in the presentation that is normally addressed by manually indexing operations. Numerous data mining methods can accelerate this process by using proper indexing structures. Choosing the appropriate index generally relies upon the kind of operation that the algorithm performs against the dataset. Topic indexing is the operation of recognizing the principal topics covered by a document. These are helpful for some reasons: as subject headings in libraries, as keywords in scholarly articles, and as hashtags on social media platforms. Knowing a document’s topic assists individuals with deciding its importance quickly. In any case, assigning topics manually is a tedious and redundant task. This paper shows the best way to create them automatically in a way that contends with manual indexing done by humans. This paper also talks about the issues and the techniques for identifying applicable data in a huge variety of documents. The contribution of this thesis to this issue is to foster better content analysis techniques that can be utilized to describe document content with automated index terms. Index terms can be used as meta-data that defines documents and is utilized for seeking various topics. The main point of this paper is to show the way toward creating an automatic indexer which analyzes the topic of documents by integrating proof from word frequencies and proof from the linguistic analysis given by a syntactic parser. The indexer weighs the expressions of a document as per their assessed significance for depicting the topic of a given document based on the content analysis.
大多数数据库面临的一个问题是索引活动的静态和手动特征。这种对不同主题进行索引和排序的传统方法被证实会在一定程度上影响数据集的性能,造成停机时间和对演示文稿的潜在影响,通常可以通过手动索引操作来解决。许多数据挖掘方法都可以通过使用适当的索引结构来加速这一过程。选择合适的索引通常取决于算法对数据集执行的操作类型。主题索引是识别文档所涵盖的主要主题的操作。这些词之所以有用,是因为它们可以作为图书馆的主题标题、学术文章的关键词,以及社交媒体平台上的标签。了解文档的主题可以帮助人们快速确定其重要性。在任何情况下,手动分配主题都是一项乏味且冗余的任务。本文展示了自动创建索引的最佳方法,这种方法可以与人工索引相媲美。本文还讨论了在大量文档中识别适用数据的问题和技术。本文对这个问题的贡献在于培养更好的内容分析技术,这些技术可用于用自动索引术语描述文档内容。索引项可以用作定义文档的元数据,并用于查找各种主题。本文的主要目的是通过将词频证明和句法分析器给出的语言分析证明结合起来,实现自动索引器对文档主题的分析。索引器根据对描述基于内容分析的给定文档主题的评估意义对文档的表达式进行加权。
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引用次数: 2
Protection of Power System during Cyber-Attack using Artificial Neural Network 基于人工神经网络的电力系统网络攻击保护
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2019-12-31 DOI: 10.18034/ei.v7i2.478
Md. Shahidul Islam, Ruet, Shafia Sultana, Md. Motakabbir Rahman
Impacts of frequency and voltage disturbance on an isolated power system caused by cyber-attack have been discussed, and a neural network-based protective approach has been proposed in this research work. Adaptive PID controllers for both load frequency control and automatic voltage regulator have been implemented using an artificial neural network-oriented by genetic algorithm. The parameters of the PID controller have been tuned offline by using a genetic algorithm over a wide range of system parameter variations. These data have been used to train the neural network. Three input switch has been implemented to control governor speed regulation and amplifier gain. For load frequency control neural network tuned PID controller mitigate frequency disturbance 48% faster than manually tuned PID and for the automatic voltage regulator, neural network tuned PID controller mitigate voltage disturbance 70% faster than manually tuned PID during cyber-attack.
本文讨论了网络攻击引起的频率和电压扰动对孤立电力系统的影响,提出了一种基于神经网络的保护方法。采用基于遗传算法的人工神经网络实现了负载频率控制和电压自动调节的自适应PID控制器。PID控制器的参数通过使用遗传算法在广泛的系统参数变化范围内离线调整。这些数据被用来训练神经网络。采用三输入开关控制调速器调速和放大器增益。对于负载频率控制,神经网络调谐PID控制器比手动调谐PID控制器减轻频率干扰的速度快48%;对于自动电压调节器,神经网络调谐PID控制器在网络攻击时减轻电压干扰的速度比手动调谐PID控制器快70%。
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引用次数: 1
Visualizing the Impact of Cyberattacks on Web-Based Transactions on Large-Scale Data and Knowledge-Based Systems 可视化网络攻击对大规模数据和知识系统中基于web的交易的影响
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2019-09-30 DOI: 10.18034/ei.v7i2.578
Mani Manavalan, Nur Mohammad Ali Chisty
Manual approaches rely on the abilities and knowledge of individual human administrators to detect, analyze, and interpret attacks. Intrusion Detection Systems (IDS) are systems that can automatically detect and warn the appropriate persons when an attack occurs. Despite the fact that individual attacks can be useful, they are frequently insufficient for understanding the entire attacking process, as well as the attackers' talents and objectives. The attacking stage is usually merely a component of a larger infiltration process, during which attackers gather information and set up the proper conditions before launching an attack, after which they clear log records in order to conceal their footprints and disappear. In today's assault scenarios, the pre-definition of cause-and-effect links between events is required, which is a tough and time-consuming task that takes considerable effort. Our technique for creating attack scenarios is based on the linking nature of web pages, and it does not require the pre-definition of cause and effect links, as demonstrated in previous work. Constructed situations are displayed in spatial and temporal coordinate systems to make viewing and analyzing them more convenient. In addition, we develop a prototype implementation of the concept, which we utilize to test a number of assault scenario scenarios.
手动方法依赖于单个管理员的能力和知识来检测、分析和解释攻击。入侵检测系统(IDS)是能够在攻击发生时自动检测并警告适当人员的系统。尽管个别攻击可能是有用的,但它们通常不足以理解整个攻击过程,以及攻击者的才能和目标。攻击阶段通常只是一个更大的渗透过程的一个组成部分,攻击者在发动攻击之前收集信息,设置适当的条件,然后清除日志记录,隐藏自己的足迹,消失。在当今的攻击场景中,需要预先定义事件之间的因果关系,这是一项艰巨且耗时的任务,需要付出相当大的努力。我们创建攻击场景的技术是基于网页的链接性质,它不需要预先定义因果链接,正如之前的工作所展示的那样。构建的情景以时空坐标系显示,便于查看和分析。此外,我们开发了一个概念的原型实现,我们利用它来测试一些攻击场景。
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引用次数: 7
Carrier Concentration in Bulk Perovskite CH3NH3PbI3 Thin Films 大块钙钛矿CH3NH3PbI3薄膜中的载流子浓度
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2019-08-10 DOI: 10.18034/ei.v7i2.475
C. Mosiori, M. Charles
Efforts are currently on going on the physics of photo electrics in methyl ammonium lead halide perovskites to unveil the secret of its success in photovoltaics. Since carrier concentration depends on impurity, temperature and other parameters of a semiconductor, herein, an attempt has been made address the relationship between these parameter and carrier concentrations. It was found out that the conventional band edge at 1.58 eV responsible for presenting a blue-shift depends on thickness, temperature and carrier concentration. Thus, in this work, the intrinsic carrier concentration was taken as the number of electrons and it was shown that the observed unusual optical band edge in CH3NH3PbI3 perovskite bulk thin films is about 1.58eV. It was concluded that the band edge is beneficial for photo electric effect by making use of its inhibited radiative recombination.
目前,人们正在努力研究甲基铵铅卤化钙钛矿的光电物理特性,以揭示其在光伏发电方面成功的秘密。由于载流子浓度取决于半导体的杂质、温度和其他参数,本文试图解决这些参数与载流子浓度之间的关系。结果表明,在1.58 eV下,引起蓝移的常规能带边缘取决于厚度、温度和载流子浓度。因此,本研究以本然载流子浓度作为电子数,结果表明CH3NH3PbI3钙钛矿块体薄膜中观察到的异常光学带边约为1.58eV。结果表明,带边利用其抑制辐射复合有利于光电效应的实现。
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引用次数: 1
Planar and Nonplanar Solitons in Multi-Ion Dusty Plasma 多离子尘埃等离子体中的平面和非平面孤子
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2019-07-25 DOI: 10.18034/ei.v7i2.474
F. Deeba, K. Islam, Abdullah Al Mamun
A rigorous theoretical investigation has been made on nonlinear dust-ion-acoustic (DIA) solitary waves (SWs) in a multi-ion dusty plasma system, consisting of inertial positive and negative ions, and arbitrary charged stationary dust. The dust particles have been considered as arbitrarily (either positively or negatively) charged in order to observe the effects of dust polarity on the DIA SWs. Three different approaches (K-dV (Korteweg-de Vries), mK-dV (mixed K-dV), and Gardner) have been employed to analysis the entire regime. The reductive perturbation method has been employed in all these three approaches. Using reductive perturbation method, we first derive K-dV equation which let us to analyze both types (bright and dark) of solitons, but, in a very limited region. After that mK-dV equation has been derived which let us analyze bright soliton for a large region, but cannot show the dark soliton. Finally, we have derived the Gardner equation employing the same method, through which we were able to analyze both the bright and dark solitons for a large region. We also employed the modified Gardner (mG) equation to observe the effects of nonplanar geometry as well as time evolution of SWs. It has been found that both the positive and negative solitons depend on the ion number density of the ions, dust polarity, temperature, as well as time scale. It is also shown that the properties of the nonplanar (cylindrical and spherical) DIA-GSs are significantly different from those of the one dimensional planar ones.
本文对由惯性正负离子和任意带电静止尘埃组成的多离子尘埃等离子体系统中的非线性尘埃-离子-声(DIA)孤立波进行了严密的理论研究。为了观察尘埃极性对DIA SWs的影响,将尘埃颗粒视为任意(正电或负电)带电。三种不同的方法(K-dV (Korteweg-de Vries), mK-dV(混合K-dV)和Gardner)被用来分析整个体系。这三种方法都采用了约化摄动法。利用约化微扰法,我们首先推导出K-dV方程,该方程使我们能够分析两种类型的孤子(亮孤子和暗孤子),但是,在一个非常有限的区域。在此基础上推导出mK-dV方程,该方程可以分析大范围内的亮孤子,但不能显示暗孤子。最后,我们用同样的方法推导出了加德纳方程,通过它我们可以分析大范围内的亮孤子和暗孤子。我们还利用修正的Gardner (mG)方程观察了非平面几何形状和时间演化对SWs的影响。研究发现,正孤子和负孤子都与离子的离子数密度、尘埃极性、温度和时间尺度有关。研究还表明,非平面(圆柱形和球形)DIA-GSs的性能与一维平面DIA-GSs的性能有显著差异。
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引用次数: 0
A Visitor’s Hybrid Smart Guide Control System 一种访客混合智能导览控制系统
IF 0.6 4区 工程技术 Q4 Engineering Pub Date : 2019-06-30 DOI: 10.18034/ei.v7i1.452
C. Mosiori
Modern industrial society is filled with hybrid systems. The effectiveness of a control system is now a basic requirement in any institution. In general terms, hybrid systems are reactive systems that intermix discrete and continuous control components in which the discrete part of that control system makes the decision on behaving for the whole designed system and further decides if it can allow it to switch to another set of control protocols when appropriate conditions are availed. The continuous part only functions according to a specified protocol. Hybrid systems are common models used in digital (logic) and continuous networks and devices. Digital control programs detect, control, and supervise continuous and discrete systems using differential or difference equations. This principle was utilized in our design and reported thereof. Although this work developed a different method to deal with specific problems facing students at Technical University of Mombasa.  An upgrade was recommended so as to extend the control system to the eye- impaired students and visitors. Since the issue of optimal smart control systems cannot be ignored in the design of new control systems with today's requirements in our learning institutions, it was concluded that further research was necessary to bring about a fully reliable and well-developed control system able to use real-time and real routes as they exist at the university ground. This work reports a hybrid control guide system designed and implemented at the Technical University of Mombasa.  
现代工业社会充满了混合系统。控制系统的有效性现在是任何机构的基本要求。一般来说,混合系统是一种反应系统,它混合了离散和连续的控制组件,其中控制系统的离散部分决定整个设计系统的行为,并进一步决定是否允许它在适当的条件下切换到另一组控制协议。连续部分只按照指定的协议工作。混合系统是数字(逻辑)和连续网络和设备中常用的模型。数字控制程序检测,控制和监督连续和离散系统使用微分或差分方程。这一原则在我们的设计中得到了应用,并进行了报告。虽然这项工作开发了一种不同的方法来处理蒙巴萨技术大学学生面临的具体问题。建议进行升级,以便将控制系统扩展到视障学生和访客。由于在我们的学习机构中,在设计符合当今要求的新控制系统时,最优智能控制系统的问题是不可忽视的,因此得出的结论是,有必要进行进一步的研究,以实现一个完全可靠和发达的控制系统,能够使用大学地面上存在的实时和真实路线。这项工作报告了蒙巴萨技术大学设计和实现的混合控制导向系统。
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引用次数: 0
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Nuclear Engineering International
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